Choice Visual Question Answering on Delta-SECOND
64.18H-CIC Single AccuracyDelta-LLaVA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Delta-LLaVAFine-tuned=true2026.04 | 64.18 | 43.38 | 60.7 | 41.34 | |
| Gemini 2.5 FlashFine-tuned=false2026.04 | 61.69 | 31 | 53.48 | 29.07 | |
| GPT-4.1Fine-tuned=false2026.04 | 60.2 | 31.38 | 57.86 | 29.2 | |
| Qwen2.5-VL 7BFine-tuned=false2026.04 | 59.7 | 22.38 | 42.46 | 21.58 | |
| GPT-4oFine-tuned=false2026.04 | 57.71 | 30.75 | 48.72 | 28.42 | |
| LISATFine-tuned=true2026.04 | 57.71 | 39.88 | 56.63 | 40.18 | |
| InternVL2.5 8BFine-tuned=false2026.04 | 56.22 | 23.13 | 32.67 | 20.16 | |
| Qwen3-VL 8BFine-tuned=false2026.04 | 52.24 | 24.25 | 38.56 | 23.26 | |
| LISAFine-tuned=true2026.04 | 50.75 | 37.75 | 53.69 | 37.73 | |
| InternVL3 8BFine-tuned=false2026.04 | 50.25 | 25.5 | 38.63 | 25.32 | |
| OMG-LLaVAFine-tuned=true2026.04 | 50.25 | 31.25 | 55.24 | 37.73 | |
| PSALMFine-tuned=true2026.04 | 48.26 | 29.25 | 51.17 | 30.1 | |
| EVOL-SAM3Fine-tuned=false2026.04 | 47.76 | 24.63 | 39.63 | 18.22 |